{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "03c088c0-8ae9-492e-b2f5-42155dc01071",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "a85538c8-9a29-40a7-bcb2-8fde90329674",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.table.Table at 0x7f3393366b50>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "kinds = ['航模组', '书法组', '羽毛球组', '舞蹈组', '绘画组', '篮球组', '围棋组']\n",
    "weight = [15, 8, 12, 9, 13, 20, 7]\n",
    "\n",
    "# 绘制饼图\n",
    "# plt.pie(weight, autopct='%3.1f%%')\n",
    "# 添加图例（通过bbox_to_anchor精细调整图例位置，nols调整列数）\n",
    "#plt.legend(kinds, loc='upper right', bbox_to_anchor=[2.1, 0.7], ncols=4)  \n",
    "\n",
    "# 添加表格（通过bbox精细调整表格位置和大小）\n",
    "plt.table(cellText=[weight], cellLoc='center', \n",
    "          rowLabels=['人数'], \n",
    "          # rowColours=['pink'],\n",
    "          colLabels=kinds,\n",
    "          # colColours=['pink']*7, cellColours=[[\"pink\"]*7],\n",
    "          bbox=[1.2,0.3,0.8,0.2])\n",
    "\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "6c88fd64-eaf8-4109-81fd-0cb1f57be13d",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(kinds, weight)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "095e6b0f-3051-4941-8294-8378b92b882b",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(kinds, weight)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "ac25e9c2-1052-415f-90fe-0386ed262602",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制饼图\n",
    "plt.pie(weight, autopct='%3.1f%%')\n",
    "# 添加图例（通过bbox_to_anchor精细调整图例位置，nols调整列数）\n",
    "plt.legend(kinds, loc='upper right', bbox_to_anchor=[2.1, 0.7], ncols=4) \n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "e3a768a2-3ee9-4af6-a745-04512764eb51",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "139859492868832\n"
     ]
    }
   ],
   "source": [
    "class A:\n",
    "    pass\n",
    "\n",
    "a = A()\n",
    "print(id(a))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "py39",
   "language": "python",
   "name": "py39"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
